{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.2 线性回归的从零开始实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.4.1\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import torch\n",
    "from IPython import display\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import random\n",
    "\n",
    "print(torch.__version__)\n",
    "torch.set_default_tensor_type('torch.FloatTensor')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2.1 生成数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_inputs = 2\n",
    "num_examples = 1000\n",
    "true_w = [2, -3.4]\n",
    "true_b = 4.2\n",
    "features = torch.randn(num_examples, num_inputs)\n",
    "labels = true_w[0] * features[:, 0] + true_w[1] * features[:, 1] + true_b\n",
    "labels += torch.tensor(np.random.normal(0, 0.01, size=labels.size()), dtype=torch.float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0.8557, 0.4793]) tensor(4.2887)\n"
     ]
    }
   ],
   "source": [
    "print(features[0], labels[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
       "<svg height=\"170pt\" version=\"1.1\" viewBox=\"0 0 234 170\" width=\"234pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 170.478125 \n",
       "L 234.942188 170.478125 \n",
       "L 234.942188 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 28.942188 146.6 \n",
       "L 224.242188 146.6 \n",
       "L 224.242188 10.7 \n",
       "L 28.942188 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_1\">\n",
       "    <defs>\n",
       "     <path d=\"M 0 0.5 \n",
       "C 0.132602 0.5 0.25979 0.447317 0.353553 0.353553 \n",
       "C 0.447317 0.25979 0.5 0.132602 0.5 0 \n",
       "C 0.5 -0.132602 0.447317 -0.25979 0.353553 -0.353553 \n",
       "C 0.25979 -0.447317 0.132602 -0.5 0 -0.5 \n",
       "C -0.132602 -0.5 -0.25979 -0.447317 -0.353553 -0.353553 \n",
       "C -0.447317 -0.25979 -0.5 -0.132602 -0.5 0 \n",
       "C -0.5 0.132602 -0.447317 0.25979 -0.353553 0.353553 \n",
       "C -0.25979 0.447317 -0.132602 0.5 0 0.5 \n",
       "z\n",
       "\" id=\"md34105eb2f\" style=\"stroke:#1f77b4;\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p83a158eb04)\">\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.263083\" xlink:href=\"#md34105eb2f\" y=\"80.131301\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.854538\" xlink:href=\"#md34105eb2f\" y=\"50.326182\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.396541\" xlink:href=\"#md34105eb2f\" y=\"73.274574\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.367273\" xlink:href=\"#md34105eb2f\" y=\"96.4927\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.762164\" xlink:href=\"#md34105eb2f\" y=\"89.310243\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.712831\" xlink:href=\"#md34105eb2f\" y=\"77.745575\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.699321\" xlink:href=\"#md34105eb2f\" y=\"86.822636\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.853835\" xlink:href=\"#md34105eb2f\" y=\"91.695458\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.464572\" xlink:href=\"#md34105eb2f\" y=\"65.028827\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.338107\" xlink:href=\"#md34105eb2f\" y=\"77.872676\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.496855\" xlink:href=\"#md34105eb2f\" y=\"79.891829\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.362781\" xlink:href=\"#md34105eb2f\" y=\"68.995506\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.633584\" xlink:href=\"#md34105eb2f\" y=\"101.689506\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.67518\" xlink:href=\"#md34105eb2f\" y=\"117.120541\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.674162\" xlink:href=\"#md34105eb2f\" y=\"88.834875\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"73.771542\" xlink:href=\"#md34105eb2f\" y=\"48.797987\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.585408\" xlink:href=\"#md34105eb2f\" y=\"97.010641\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"83.769342\" xlink:href=\"#md34105eb2f\" y=\"64.070547\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.949152\" xlink:href=\"#md34105eb2f\" y=\"93.014126\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.570494\" xlink:href=\"#md34105eb2f\" y=\"101.597027\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.40945\" xlink:href=\"#md34105eb2f\" y=\"63.412224\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.336761\" xlink:href=\"#md34105eb2f\" y=\"111.916734\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.663589\" xlink:href=\"#md34105eb2f\" y=\"83.343933\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.27435\" xlink:href=\"#md34105eb2f\" y=\"77.448255\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.160656\" xlink:href=\"#md34105eb2f\" y=\"68.77619\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.203051\" xlink:href=\"#md34105eb2f\" y=\"118.577952\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.070192\" xlink:href=\"#md34105eb2f\" y=\"93.572238\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"82.79377\" xlink:href=\"#md34105eb2f\" y=\"41.455102\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.6092\" xlink:href=\"#md34105eb2f\" y=\"66.364683\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.249663\" xlink:href=\"#md34105eb2f\" y=\"83.230937\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.913054\" xlink:href=\"#md34105eb2f\" y=\"114.543058\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.012093\" xlink:href=\"#md34105eb2f\" y=\"113.322189\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.393931\" xlink:href=\"#md34105eb2f\" y=\"82.46933\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.026779\" xlink:href=\"#md34105eb2f\" y=\"99.973214\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.59005\" xlink:href=\"#md34105eb2f\" y=\"109.565872\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.462367\" xlink:href=\"#md34105eb2f\" y=\"75.501422\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.22082\" xlink:href=\"#md34105eb2f\" y=\"85.389043\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.353092\" xlink:href=\"#md34105eb2f\" y=\"89.429935\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.859847\" xlink:href=\"#md34105eb2f\" y=\"108.716161\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.115075\" xlink:href=\"#md34105eb2f\" y=\"66.665398\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"70.976026\" xlink:href=\"#md34105eb2f\" y=\"42.07971\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.234006\" xlink:href=\"#md34105eb2f\" y=\"71.330822\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.911469\" xlink:href=\"#md34105eb2f\" y=\"80.704269\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.943074\" xlink:href=\"#md34105eb2f\" y=\"64.778634\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.815262\" xlink:href=\"#md34105eb2f\" y=\"47.960865\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.098569\" xlink:href=\"#md34105eb2f\" y=\"120.362075\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.219156\" xlink:href=\"#md34105eb2f\" y=\"73.020542\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.063888\" xlink:href=\"#md34105eb2f\" y=\"65.082529\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.801774\" xlink:href=\"#md34105eb2f\" y=\"57.929989\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.163568\" xlink:href=\"#md34105eb2f\" y=\"113.960569\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.797176\" xlink:href=\"#md34105eb2f\" y=\"67.119571\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.725448\" xlink:href=\"#md34105eb2f\" y=\"72.463271\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.115155\" xlink:href=\"#md34105eb2f\" y=\"66.243129\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.399606\" xlink:href=\"#md34105eb2f\" y=\"101.367364\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.989331\" xlink:href=\"#md34105eb2f\" y=\"70.461059\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.858982\" xlink:href=\"#md34105eb2f\" y=\"83.884924\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.194331\" xlink:href=\"#md34105eb2f\" y=\"83.220956\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.650498\" xlink:href=\"#md34105eb2f\" y=\"71.394\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"91.813493\" xlink:href=\"#md34105eb2f\" y=\"64.489096\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.515923\" xlink:href=\"#md34105eb2f\" y=\"75.704755\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.562916\" xlink:href=\"#md34105eb2f\" y=\"98.487923\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"67.802903\" xlink:href=\"#md34105eb2f\" y=\"48.201426\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.569467\" xlink:href=\"#md34105eb2f\" y=\"84.243047\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"193.545259\" xlink:href=\"#md34105eb2f\" y=\"114.081589\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.742636\" xlink:href=\"#md34105eb2f\" y=\"74.259795\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.87543\" xlink:href=\"#md34105eb2f\" y=\"96.06075\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.058395\" xlink:href=\"#md34105eb2f\" y=\"63.195992\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.419373\" xlink:href=\"#md34105eb2f\" y=\"78.523532\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.453476\" xlink:href=\"#md34105eb2f\" y=\"70.054192\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.443218\" xlink:href=\"#md34105eb2f\" y=\"85.729016\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.617816\" xlink:href=\"#md34105eb2f\" y=\"73.142417\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.256262\" xlink:href=\"#md34105eb2f\" y=\"70.01651\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.772885\" xlink:href=\"#md34105eb2f\" y=\"70.361024\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.802755\" xlink:href=\"#md34105eb2f\" y=\"72.189211\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.277794\" xlink:href=\"#md34105eb2f\" y=\"92.812545\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.385012\" xlink:href=\"#md34105eb2f\" y=\"127.904913\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.559524\" xlink:href=\"#md34105eb2f\" y=\"75.848782\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.199711\" xlink:href=\"#md34105eb2f\" y=\"98.136335\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.906029\" xlink:href=\"#md34105eb2f\" y=\"71.426209\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.081649\" xlink:href=\"#md34105eb2f\" y=\"90.259561\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.371973\" xlink:href=\"#md34105eb2f\" y=\"63.123181\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.602965\" xlink:href=\"#md34105eb2f\" y=\"59.08303\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.975695\" xlink:href=\"#md34105eb2f\" y=\"88.622189\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.968854\" xlink:href=\"#md34105eb2f\" y=\"55.41144\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.017759\" xlink:href=\"#md34105eb2f\" y=\"39.858493\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.68337\" xlink:href=\"#md34105eb2f\" y=\"95.930929\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.432173\" xlink:href=\"#md34105eb2f\" y=\"64.793336\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"85.619226\" xlink:href=\"#md34105eb2f\" y=\"53.715098\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.989968\" xlink:href=\"#md34105eb2f\" y=\"104.823198\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.440655\" xlink:href=\"#md34105eb2f\" y=\"79.496412\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.919986\" xlink:href=\"#md34105eb2f\" y=\"92.458156\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.713352\" xlink:href=\"#md34105eb2f\" y=\"61.103454\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"70.487615\" xlink:href=\"#md34105eb2f\" y=\"47.954853\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.802232\" xlink:href=\"#md34105eb2f\" y=\"76.688117\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.281388\" xlink:href=\"#md34105eb2f\" y=\"78.309923\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.287289\" xlink:href=\"#md34105eb2f\" y=\"93.098686\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.365248\" xlink:href=\"#md34105eb2f\" y=\"117.373302\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.155112\" xlink:href=\"#md34105eb2f\" y=\"67.943035\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.433021\" xlink:href=\"#md34105eb2f\" y=\"108.538143\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.044504\" xlink:href=\"#md34105eb2f\" y=\"105.232285\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.659673\" xlink:href=\"#md34105eb2f\" y=\"104.705688\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.130565\" xlink:href=\"#md34105eb2f\" y=\"95.70732\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.644186\" xlink:href=\"#md34105eb2f\" y=\"63.566126\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.64362\" xlink:href=\"#md34105eb2f\" y=\"68.513051\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"77.967966\" xlink:href=\"#md34105eb2f\" y=\"47.437705\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.459451\" xlink:href=\"#md34105eb2f\" y=\"97.639478\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.204925\" xlink:href=\"#md34105eb2f\" y=\"111.817464\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.672655\" xlink:href=\"#md34105eb2f\" y=\"89.272782\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.784483\" xlink:href=\"#md34105eb2f\" y=\"89.861884\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.125986\" xlink:href=\"#md34105eb2f\" y=\"89.685572\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.08251\" xlink:href=\"#md34105eb2f\" y=\"77.022042\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"58.362406\" xlink:href=\"#md34105eb2f\" y=\"51.071115\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.789918\" xlink:href=\"#md34105eb2f\" y=\"106.845109\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.457843\" xlink:href=\"#md34105eb2f\" y=\"98.911879\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.134246\" xlink:href=\"#md34105eb2f\" y=\"113.385961\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.892233\" xlink:href=\"#md34105eb2f\" y=\"71.07277\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.525117\" xlink:href=\"#md34105eb2f\" y=\"70.459315\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.94636\" xlink:href=\"#md34105eb2f\" y=\"71.80105\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.05216\" xlink:href=\"#md34105eb2f\" y=\"114.939887\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.659406\" xlink:href=\"#md34105eb2f\" y=\"67.913593\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.24972\" xlink:href=\"#md34105eb2f\" y=\"83.864008\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.880435\" xlink:href=\"#md34105eb2f\" y=\"103.314091\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.829799\" xlink:href=\"#md34105eb2f\" y=\"42.475985\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.325778\" xlink:href=\"#md34105eb2f\" y=\"87.758659\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"60.399753\" xlink:href=\"#md34105eb2f\" y=\"41.529239\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.565752\" xlink:href=\"#md34105eb2f\" y=\"110.59668\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.881662\" xlink:href=\"#md34105eb2f\" y=\"72.208772\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.634745\" xlink:href=\"#md34105eb2f\" y=\"64.457524\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.001821\" xlink:href=\"#md34105eb2f\" y=\"98.542319\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.574993\" xlink:href=\"#md34105eb2f\" y=\"44.611994\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.806755\" xlink:href=\"#md34105eb2f\" y=\"110.080411\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.044242\" xlink:href=\"#md34105eb2f\" y=\"82.232489\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.919139\" xlink:href=\"#md34105eb2f\" y=\"104.722081\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.544304\" xlink:href=\"#md34105eb2f\" y=\"89.452409\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.886413\" xlink:href=\"#md34105eb2f\" y=\"90.016715\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.498981\" xlink:href=\"#md34105eb2f\" y=\"86.396753\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.748578\" xlink:href=\"#md34105eb2f\" y=\"101.639173\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.539277\" xlink:href=\"#md34105eb2f\" y=\"40.595563\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.472489\" xlink:href=\"#md34105eb2f\" y=\"66.799428\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.845768\" xlink:href=\"#md34105eb2f\" y=\"120.146684\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.28358\" xlink:href=\"#md34105eb2f\" y=\"83.095178\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.249356\" xlink:href=\"#md34105eb2f\" y=\"104.035017\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.921352\" xlink:href=\"#md34105eb2f\" y=\"68.582158\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.593345\" xlink:href=\"#md34105eb2f\" y=\"137.898014\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.375545\" xlink:href=\"#md34105eb2f\" y=\"77.483131\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.975835\" xlink:href=\"#md34105eb2f\" y=\"89.381539\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.11212\" xlink:href=\"#md34105eb2f\" y=\"118.060592\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.851999\" xlink:href=\"#md34105eb2f\" y=\"74.736359\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.614156\" xlink:href=\"#md34105eb2f\" y=\"75.767624\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.305508\" xlink:href=\"#md34105eb2f\" y=\"86.698347\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.151944\" xlink:href=\"#md34105eb2f\" y=\"83.21219\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.729832\" xlink:href=\"#md34105eb2f\" y=\"82.25871\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.817039\" xlink:href=\"#md34105eb2f\" y=\"71.639428\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.67893\" xlink:href=\"#md34105eb2f\" y=\"60.450856\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.032047\" xlink:href=\"#md34105eb2f\" y=\"65.615489\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.728382\" xlink:href=\"#md34105eb2f\" y=\"79.318058\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.008588\" xlink:href=\"#md34105eb2f\" y=\"72.217304\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.054723\" xlink:href=\"#md34105eb2f\" y=\"58.81949\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.524113\" xlink:href=\"#md34105eb2f\" y=\"88.155026\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.878896\" xlink:href=\"#md34105eb2f\" y=\"95.155711\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.933699\" xlink:href=\"#md34105eb2f\" y=\"92.973327\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.951201\" xlink:href=\"#md34105eb2f\" y=\"66.083816\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.40682\" xlink:href=\"#md34105eb2f\" y=\"65.235408\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.459044\" xlink:href=\"#md34105eb2f\" y=\"82.804275\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.895522\" xlink:href=\"#md34105eb2f\" y=\"117.136567\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.156005\" xlink:href=\"#md34105eb2f\" y=\"102.843124\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.671679\" xlink:href=\"#md34105eb2f\" y=\"87.499606\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.39061\" xlink:href=\"#md34105eb2f\" y=\"92.409699\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.926102\" xlink:href=\"#md34105eb2f\" y=\"73.491188\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.304284\" xlink:href=\"#md34105eb2f\" y=\"69.550705\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.021969\" xlink:href=\"#md34105eb2f\" y=\"71.474952\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.419279\" xlink:href=\"#md34105eb2f\" y=\"71.235427\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.688505\" xlink:href=\"#md34105eb2f\" y=\"81.471533\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.996839\" xlink:href=\"#md34105eb2f\" y=\"46.801371\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.535638\" xlink:href=\"#md34105eb2f\" y=\"103.953824\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.098527\" xlink:href=\"#md34105eb2f\" y=\"81.850237\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.261518\" xlink:href=\"#md34105eb2f\" y=\"59.652365\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.921806\" xlink:href=\"#md34105eb2f\" y=\"56.445037\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.057497\" xlink:href=\"#md34105eb2f\" y=\"39.238747\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.760465\" xlink:href=\"#md34105eb2f\" y=\"95.096942\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.027302\" xlink:href=\"#md34105eb2f\" y=\"64.255624\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.989286\" xlink:href=\"#md34105eb2f\" y=\"98.026984\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.13097\" xlink:href=\"#md34105eb2f\" y=\"85.860282\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"86.375135\" xlink:href=\"#md34105eb2f\" y=\"47.040176\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.413393\" xlink:href=\"#md34105eb2f\" y=\"78.742647\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.291016\" xlink:href=\"#md34105eb2f\" y=\"77.928432\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"86.09681\" xlink:href=\"#md34105eb2f\" y=\"57.509096\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.641267\" xlink:href=\"#md34105eb2f\" y=\"102.735001\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.706889\" xlink:href=\"#md34105eb2f\" y=\"70.967462\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.966669\" xlink:href=\"#md34105eb2f\" y=\"71.012634\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.559124\" xlink:href=\"#md34105eb2f\" y=\"118.006858\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.876164\" xlink:href=\"#md34105eb2f\" y=\"77.493092\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.739147\" xlink:href=\"#md34105eb2f\" y=\"89.363017\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.501194\" xlink:href=\"#md34105eb2f\" y=\"63.277858\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.040516\" xlink:href=\"#md34105eb2f\" y=\"62.490242\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"60.949846\" xlink:href=\"#md34105eb2f\" y=\"42.184057\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.324338\" xlink:href=\"#md34105eb2f\" y=\"97.30025\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.244976\" xlink:href=\"#md34105eb2f\" y=\"60.678361\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.327132\" xlink:href=\"#md34105eb2f\" y=\"88.247047\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.25011\" xlink:href=\"#md34105eb2f\" y=\"108.180761\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.966221\" xlink:href=\"#md34105eb2f\" y=\"106.106949\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.909431\" xlink:href=\"#md34105eb2f\" y=\"97.582014\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.490944\" xlink:href=\"#md34105eb2f\" y=\"72.973331\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.391249\" xlink:href=\"#md34105eb2f\" y=\"47.647859\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.510018\" xlink:href=\"#md34105eb2f\" y=\"88.753308\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.488472\" xlink:href=\"#md34105eb2f\" y=\"99.710623\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.217472\" xlink:href=\"#md34105eb2f\" y=\"71.252382\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.749506\" xlink:href=\"#md34105eb2f\" y=\"68.630746\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.606554\" xlink:href=\"#md34105eb2f\" y=\"93.176292\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.365483\" xlink:href=\"#md34105eb2f\" y=\"83.766164\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.359026\" xlink:href=\"#md34105eb2f\" y=\"121.93915\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.934892\" xlink:href=\"#md34105eb2f\" y=\"63.816031\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.922817\" xlink:href=\"#md34105eb2f\" y=\"91.846272\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.264037\" xlink:href=\"#md34105eb2f\" y=\"77.805181\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.231663\" xlink:href=\"#md34105eb2f\" y=\"97.920896\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"77.279099\" xlink:href=\"#md34105eb2f\" y=\"48.622754\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.892235\" xlink:href=\"#md34105eb2f\" y=\"93.11118\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"94.143148\" xlink:href=\"#md34105eb2f\" y=\"53.384933\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.309539\" xlink:href=\"#md34105eb2f\" y=\"102.068168\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.633871\" xlink:href=\"#md34105eb2f\" y=\"71.395702\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.606767\" xlink:href=\"#md34105eb2f\" y=\"110.705113\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.774687\" xlink:href=\"#md34105eb2f\" y=\"48.333126\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.708543\" xlink:href=\"#md34105eb2f\" y=\"116.107079\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.789861\" xlink:href=\"#md34105eb2f\" y=\"85.245619\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.699344\" xlink:href=\"#md34105eb2f\" y=\"63.435845\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.324058\" xlink:href=\"#md34105eb2f\" y=\"91.038515\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.601093\" xlink:href=\"#md34105eb2f\" y=\"99.034298\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.853135\" xlink:href=\"#md34105eb2f\" y=\"78.525921\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.21599\" xlink:href=\"#md34105eb2f\" y=\"75.713245\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.273307\" xlink:href=\"#md34105eb2f\" y=\"76.068794\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.627833\" xlink:href=\"#md34105eb2f\" y=\"75.316708\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.368784\" xlink:href=\"#md34105eb2f\" y=\"102.207186\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.130884\" xlink:href=\"#md34105eb2f\" y=\"57.445951\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.088402\" xlink:href=\"#md34105eb2f\" y=\"123.393321\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.800169\" xlink:href=\"#md34105eb2f\" y=\"102.027901\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.955952\" xlink:href=\"#md34105eb2f\" y=\"97.701092\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.424388\" xlink:href=\"#md34105eb2f\" y=\"71.382426\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.199418\" xlink:href=\"#md34105eb2f\" y=\"79.191324\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.796196\" xlink:href=\"#md34105eb2f\" y=\"76.598889\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.958533\" xlink:href=\"#md34105eb2f\" y=\"70.782959\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.983881\" xlink:href=\"#md34105eb2f\" y=\"81.759893\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.700628\" xlink:href=\"#md34105eb2f\" y=\"82.405335\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.441397\" xlink:href=\"#md34105eb2f\" y=\"74.150913\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.530654\" xlink:href=\"#md34105eb2f\" y=\"79.971068\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.097755\" xlink:href=\"#md34105eb2f\" y=\"75.219241\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.013888\" xlink:href=\"#md34105eb2f\" y=\"95.186252\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.529707\" xlink:href=\"#md34105eb2f\" y=\"90.251367\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.144296\" xlink:href=\"#md34105eb2f\" y=\"103.523205\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.21161\" xlink:href=\"#md34105eb2f\" y=\"75.362259\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.451803\" xlink:href=\"#md34105eb2f\" y=\"94.784074\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.177939\" xlink:href=\"#md34105eb2f\" y=\"91.12895\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.846676\" xlink:href=\"#md34105eb2f\" y=\"87.674848\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.404908\" xlink:href=\"#md34105eb2f\" y=\"57.300329\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.097509\" xlink:href=\"#md34105eb2f\" y=\"64.228404\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.136367\" xlink:href=\"#md34105eb2f\" y=\"61.731083\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.469614\" xlink:href=\"#md34105eb2f\" y=\"53.870517\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.687344\" xlink:href=\"#md34105eb2f\" y=\"87.084363\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.428288\" xlink:href=\"#md34105eb2f\" y=\"100.872379\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.735011\" xlink:href=\"#md34105eb2f\" y=\"72.413325\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.691027\" xlink:href=\"#md34105eb2f\" y=\"89.062259\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.203591\" xlink:href=\"#md34105eb2f\" y=\"84.73052\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.929787\" xlink:href=\"#md34105eb2f\" y=\"109.224503\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.612532\" xlink:href=\"#md34105eb2f\" y=\"103.65255\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.005286\" xlink:href=\"#md34105eb2f\" y=\"65.366033\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.625923\" xlink:href=\"#md34105eb2f\" y=\"69.091388\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.609478\" xlink:href=\"#md34105eb2f\" y=\"94.530461\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.478117\" xlink:href=\"#md34105eb2f\" y=\"86.223015\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.036704\" xlink:href=\"#md34105eb2f\" y=\"81.863041\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.556271\" xlink:href=\"#md34105eb2f\" y=\"79.84743\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.66107\" xlink:href=\"#md34105eb2f\" y=\"79.223286\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.83793\" xlink:href=\"#md34105eb2f\" y=\"100.718818\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.040779\" xlink:href=\"#md34105eb2f\" y=\"64.896076\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.051996\" xlink:href=\"#md34105eb2f\" y=\"45.312083\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.730327\" xlink:href=\"#md34105eb2f\" y=\"90.656949\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.589115\" xlink:href=\"#md34105eb2f\" y=\"61.176696\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.876599\" xlink:href=\"#md34105eb2f\" y=\"103.981594\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.538609\" xlink:href=\"#md34105eb2f\" y=\"69.015933\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.500668\" xlink:href=\"#md34105eb2f\" y=\"117.525935\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.814938\" xlink:href=\"#md34105eb2f\" y=\"74.371634\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"85.32674\" xlink:href=\"#md34105eb2f\" y=\"65.44097\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.512882\" xlink:href=\"#md34105eb2f\" y=\"52.43527\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.227073\" xlink:href=\"#md34105eb2f\" y=\"93.821863\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.51769\" xlink:href=\"#md34105eb2f\" y=\"100.879955\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.75752\" xlink:href=\"#md34105eb2f\" y=\"71.526151\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.681244\" xlink:href=\"#md34105eb2f\" y=\"111.103125\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.114947\" xlink:href=\"#md34105eb2f\" y=\"95.523221\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.952208\" xlink:href=\"#md34105eb2f\" y=\"82.239539\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.785041\" xlink:href=\"#md34105eb2f\" y=\"77.543949\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.049834\" xlink:href=\"#md34105eb2f\" y=\"52.804458\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.957176\" xlink:href=\"#md34105eb2f\" y=\"64.148901\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.952138\" xlink:href=\"#md34105eb2f\" y=\"86.171731\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.719523\" xlink:href=\"#md34105eb2f\" y=\"93.736607\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.402364\" xlink:href=\"#md34105eb2f\" y=\"74.915416\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.683204\" xlink:href=\"#md34105eb2f\" y=\"84.508193\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.195577\" xlink:href=\"#md34105eb2f\" y=\"86.594097\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"77.844899\" xlink:href=\"#md34105eb2f\" y=\"59.905077\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.232632\" xlink:href=\"#md34105eb2f\" y=\"93.658426\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.119925\" xlink:href=\"#md34105eb2f\" y=\"98.14238\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.738946\" xlink:href=\"#md34105eb2f\" y=\"70.832634\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.81605\" xlink:href=\"#md34105eb2f\" y=\"72.128796\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.77558\" xlink:href=\"#md34105eb2f\" y=\"92.024544\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.909646\" xlink:href=\"#md34105eb2f\" y=\"103.351661\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.516486\" xlink:href=\"#md34105eb2f\" y=\"92.607781\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.739969\" xlink:href=\"#md34105eb2f\" y=\"80.368021\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.680439\" xlink:href=\"#md34105eb2f\" y=\"67.806989\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.404691\" xlink:href=\"#md34105eb2f\" y=\"76.391161\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.502842\" xlink:href=\"#md34105eb2f\" y=\"74.792569\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.487539\" xlink:href=\"#md34105eb2f\" y=\"82.952375\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.58481\" xlink:href=\"#md34105eb2f\" y=\"106.219232\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.307481\" xlink:href=\"#md34105eb2f\" y=\"94.354968\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.959661\" xlink:href=\"#md34105eb2f\" y=\"107.961706\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.991852\" xlink:href=\"#md34105eb2f\" y=\"88.882263\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.189996\" xlink:href=\"#md34105eb2f\" y=\"92.466064\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.774612\" xlink:href=\"#md34105eb2f\" y=\"85.683414\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.276836\" xlink:href=\"#md34105eb2f\" y=\"98.038297\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.653609\" xlink:href=\"#md34105eb2f\" y=\"126.714975\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.298085\" xlink:href=\"#md34105eb2f\" y=\"74.10664\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.86702\" xlink:href=\"#md34105eb2f\" y=\"54.177861\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"82.762751\" xlink:href=\"#md34105eb2f\" y=\"47.511612\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.199073\" xlink:href=\"#md34105eb2f\" y=\"59.90423\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.718348\" xlink:href=\"#md34105eb2f\" y=\"99.13235\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.53556\" xlink:href=\"#md34105eb2f\" y=\"59.073486\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.765548\" xlink:href=\"#md34105eb2f\" y=\"84.249466\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.405037\" xlink:href=\"#md34105eb2f\" y=\"77.052598\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.784673\" xlink:href=\"#md34105eb2f\" y=\"62.006548\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.203775\" xlink:href=\"#md34105eb2f\" y=\"94.749182\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.718906\" xlink:href=\"#md34105eb2f\" y=\"119.927779\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.303354\" xlink:href=\"#md34105eb2f\" y=\"58.635547\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.54072\" xlink:href=\"#md34105eb2f\" y=\"100.75801\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.388366\" xlink:href=\"#md34105eb2f\" y=\"74.026245\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.018169\" xlink:href=\"#md34105eb2f\" y=\"67.004437\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.657214\" xlink:href=\"#md34105eb2f\" y=\"71.962854\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.267983\" xlink:href=\"#md34105eb2f\" y=\"77.005605\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.594631\" xlink:href=\"#md34105eb2f\" y=\"62.613222\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"74.390422\" xlink:href=\"#md34105eb2f\" y=\"35.800815\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.447364\" xlink:href=\"#md34105eb2f\" y=\"87.288159\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.658512\" xlink:href=\"#md34105eb2f\" y=\"84.224115\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.1881\" xlink:href=\"#md34105eb2f\" y=\"108.477657\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.656471\" xlink:href=\"#md34105eb2f\" y=\"47.52325\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"37.886391\" xlink:href=\"#md34105eb2f\" y=\"24.913595\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.956304\" xlink:href=\"#md34105eb2f\" y=\"62.215086\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.865822\" xlink:href=\"#md34105eb2f\" y=\"91.56455\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.18639\" xlink:href=\"#md34105eb2f\" y=\"61.706244\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.312077\" xlink:href=\"#md34105eb2f\" y=\"102.642412\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.373894\" xlink:href=\"#md34105eb2f\" y=\"66.052887\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.28729\" xlink:href=\"#md34105eb2f\" y=\"57.571347\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.229931\" xlink:href=\"#md34105eb2f\" y=\"77.242967\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.684228\" xlink:href=\"#md34105eb2f\" y=\"93.714865\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.675021\" xlink:href=\"#md34105eb2f\" y=\"68.605514\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.991477\" xlink:href=\"#md34105eb2f\" y=\"80.108247\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"86.877069\" xlink:href=\"#md34105eb2f\" y=\"53.7127\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.494002\" xlink:href=\"#md34105eb2f\" y=\"87.42274\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.929345\" xlink:href=\"#md34105eb2f\" y=\"78.08971\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.720875\" xlink:href=\"#md34105eb2f\" y=\"88.622191\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.595885\" xlink:href=\"#md34105eb2f\" y=\"97.044299\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.845138\" xlink:href=\"#md34105eb2f\" y=\"100.701453\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.346498\" xlink:href=\"#md34105eb2f\" y=\"67.68123\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.638711\" xlink:href=\"#md34105eb2f\" y=\"74.848477\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.498258\" xlink:href=\"#md34105eb2f\" y=\"76.362991\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.066973\" xlink:href=\"#md34105eb2f\" y=\"69.955484\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.773193\" xlink:href=\"#md34105eb2f\" y=\"75.98187\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.126072\" xlink:href=\"#md34105eb2f\" y=\"62.661731\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.892017\" xlink:href=\"#md34105eb2f\" y=\"84.845764\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.891541\" xlink:href=\"#md34105eb2f\" y=\"112.367913\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.360208\" xlink:href=\"#md34105eb2f\" y=\"83.009926\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.666149\" xlink:href=\"#md34105eb2f\" y=\"84.800906\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.466369\" xlink:href=\"#md34105eb2f\" y=\"57.022009\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.017343\" xlink:href=\"#md34105eb2f\" y=\"110.273697\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.368255\" xlink:href=\"#md34105eb2f\" y=\"59.98761\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.519954\" xlink:href=\"#md34105eb2f\" y=\"88.73631\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.205913\" xlink:href=\"#md34105eb2f\" y=\"63.502639\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.906461\" xlink:href=\"#md34105eb2f\" y=\"70.859078\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.111147\" xlink:href=\"#md34105eb2f\" y=\"65.552179\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.329017\" xlink:href=\"#md34105eb2f\" y=\"71.908897\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.056238\" xlink:href=\"#md34105eb2f\" y=\"76.515073\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.386917\" xlink:href=\"#md34105eb2f\" y=\"66.198165\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.072074\" xlink:href=\"#md34105eb2f\" y=\"71.595333\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.566162\" xlink:href=\"#md34105eb2f\" y=\"69.116658\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.306317\" xlink:href=\"#md34105eb2f\" y=\"66.179637\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.09\" xlink:href=\"#md34105eb2f\" y=\"82.302078\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.620214\" xlink:href=\"#md34105eb2f\" y=\"79.246445\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.398448\" xlink:href=\"#md34105eb2f\" y=\"82.629063\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.023229\" xlink:href=\"#md34105eb2f\" y=\"85.208461\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.980138\" xlink:href=\"#md34105eb2f\" y=\"81.281321\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.005043\" xlink:href=\"#md34105eb2f\" y=\"77.866682\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.038427\" xlink:href=\"#md34105eb2f\" y=\"68.715267\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"91.729646\" xlink:href=\"#md34105eb2f\" y=\"42.384971\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.911465\" xlink:href=\"#md34105eb2f\" y=\"94.883632\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.208742\" xlink:href=\"#md34105eb2f\" y=\"91.30824\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.009167\" xlink:href=\"#md34105eb2f\" y=\"66.707482\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.683676\" xlink:href=\"#md34105eb2f\" y=\"63.159134\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.396004\" xlink:href=\"#md34105eb2f\" y=\"91.132899\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.13761\" xlink:href=\"#md34105eb2f\" y=\"68.809926\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.667991\" xlink:href=\"#md34105eb2f\" y=\"86.209612\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.454722\" xlink:href=\"#md34105eb2f\" y=\"68.725574\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.079557\" xlink:href=\"#md34105eb2f\" y=\"88.047854\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.423617\" xlink:href=\"#md34105eb2f\" y=\"85.673195\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.100071\" xlink:href=\"#md34105eb2f\" y=\"94.96902\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.804918\" xlink:href=\"#md34105eb2f\" y=\"107.889415\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"91.351282\" xlink:href=\"#md34105eb2f\" y=\"50.067368\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"60.611694\" xlink:href=\"#md34105eb2f\" y=\"30.292392\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.356175\" xlink:href=\"#md34105eb2f\" y=\"87.431855\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.127852\" xlink:href=\"#md34105eb2f\" y=\"95.324919\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.989975\" xlink:href=\"#md34105eb2f\" y=\"68.483272\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.288122\" xlink:href=\"#md34105eb2f\" y=\"79.834542\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.645589\" xlink:href=\"#md34105eb2f\" y=\"89.031092\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.38549\" xlink:href=\"#md34105eb2f\" y=\"53.461064\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.173646\" xlink:href=\"#md34105eb2f\" y=\"98.489183\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.812191\" xlink:href=\"#md34105eb2f\" y=\"66.392659\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.940744\" xlink:href=\"#md34105eb2f\" y=\"88.341012\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.240074\" xlink:href=\"#md34105eb2f\" y=\"110.853689\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.907121\" xlink:href=\"#md34105eb2f\" y=\"84.982913\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"80.365935\" xlink:href=\"#md34105eb2f\" y=\"47.727751\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.31203\" xlink:href=\"#md34105eb2f\" y=\"85.12609\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.566837\" xlink:href=\"#md34105eb2f\" y=\"76.449071\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"83.755144\" xlink:href=\"#md34105eb2f\" y=\"55.106372\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.608888\" xlink:href=\"#md34105eb2f\" y=\"54.903898\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.855431\" xlink:href=\"#md34105eb2f\" y=\"72.484549\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.879754\" xlink:href=\"#md34105eb2f\" y=\"98.452289\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.891114\" xlink:href=\"#md34105eb2f\" y=\"103.447742\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.72269\" xlink:href=\"#md34105eb2f\" y=\"90.363277\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.842402\" xlink:href=\"#md34105eb2f\" y=\"64.398281\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.807756\" xlink:href=\"#md34105eb2f\" y=\"112.22171\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.357917\" xlink:href=\"#md34105eb2f\" y=\"94.844227\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.811882\" xlink:href=\"#md34105eb2f\" y=\"84.682964\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.177379\" xlink:href=\"#md34105eb2f\" y=\"52.73617\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.295359\" xlink:href=\"#md34105eb2f\" y=\"76.659089\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.446178\" xlink:href=\"#md34105eb2f\" y=\"92.084742\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.795055\" xlink:href=\"#md34105eb2f\" y=\"70.735026\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.338381\" xlink:href=\"#md34105eb2f\" y=\"93.91481\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.004859\" xlink:href=\"#md34105eb2f\" y=\"88.12491\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.713614\" xlink:href=\"#md34105eb2f\" y=\"72.971814\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.179883\" xlink:href=\"#md34105eb2f\" y=\"114.623195\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.226543\" xlink:href=\"#md34105eb2f\" y=\"103.55756\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.584844\" xlink:href=\"#md34105eb2f\" y=\"64.842861\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.157853\" xlink:href=\"#md34105eb2f\" y=\"69.710824\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.479738\" xlink:href=\"#md34105eb2f\" y=\"75.128855\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.821796\" xlink:href=\"#md34105eb2f\" y=\"77.775891\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"94.646356\" xlink:href=\"#md34105eb2f\" y=\"60.975211\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.972853\" xlink:href=\"#md34105eb2f\" y=\"80.007916\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.963684\" xlink:href=\"#md34105eb2f\" y=\"66.781815\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.53238\" xlink:href=\"#md34105eb2f\" y=\"96.092342\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.229669\" xlink:href=\"#md34105eb2f\" y=\"93.377569\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.124205\" xlink:href=\"#md34105eb2f\" y=\"60.521766\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.195976\" xlink:href=\"#md34105eb2f\" y=\"83.052919\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.737141\" xlink:href=\"#md34105eb2f\" y=\"66.819654\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.317806\" xlink:href=\"#md34105eb2f\" y=\"95.90094\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.228489\" xlink:href=\"#md34105eb2f\" y=\"47.144251\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.305948\" xlink:href=\"#md34105eb2f\" y=\"82.320005\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.43218\" xlink:href=\"#md34105eb2f\" y=\"60.458864\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.60078\" xlink:href=\"#md34105eb2f\" y=\"79.721916\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.989129\" xlink:href=\"#md34105eb2f\" y=\"96.801193\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.416359\" xlink:href=\"#md34105eb2f\" y=\"96.985441\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.976096\" xlink:href=\"#md34105eb2f\" y=\"58.171332\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"80.716217\" xlink:href=\"#md34105eb2f\" y=\"27.959294\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.930575\" xlink:href=\"#md34105eb2f\" y=\"73.594075\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.019926\" xlink:href=\"#md34105eb2f\" y=\"79.615378\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.760205\" xlink:href=\"#md34105eb2f\" y=\"95.582891\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.422987\" xlink:href=\"#md34105eb2f\" y=\"110.163299\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.796604\" xlink:href=\"#md34105eb2f\" y=\"107.415765\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.756439\" xlink:href=\"#md34105eb2f\" y=\"73.619675\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.394303\" xlink:href=\"#md34105eb2f\" y=\"119.569771\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.896004\" xlink:href=\"#md34105eb2f\" y=\"108.099949\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.650653\" xlink:href=\"#md34105eb2f\" y=\"93.131899\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.131474\" xlink:href=\"#md34105eb2f\" y=\"78.577768\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.733945\" xlink:href=\"#md34105eb2f\" y=\"110.153986\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.795655\" xlink:href=\"#md34105eb2f\" y=\"78.966728\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.337162\" xlink:href=\"#md34105eb2f\" y=\"77.295332\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.543425\" xlink:href=\"#md34105eb2f\" y=\"95.522627\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.482433\" xlink:href=\"#md34105eb2f\" y=\"80.293321\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"86.21731\" xlink:href=\"#md34105eb2f\" y=\"61.116684\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.514182\" xlink:href=\"#md34105eb2f\" y=\"66.579313\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.490524\" xlink:href=\"#md34105eb2f\" y=\"70.184192\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.756107\" xlink:href=\"#md34105eb2f\" y=\"95.854176\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.536602\" xlink:href=\"#md34105eb2f\" y=\"65.294004\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.715883\" xlink:href=\"#md34105eb2f\" y=\"120.082176\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.69937\" xlink:href=\"#md34105eb2f\" y=\"61.516058\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.183078\" xlink:href=\"#md34105eb2f\" y=\"64.637332\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.887959\" xlink:href=\"#md34105eb2f\" y=\"70.411172\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.206618\" xlink:href=\"#md34105eb2f\" y=\"80.64428\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.408204\" xlink:href=\"#md34105eb2f\" y=\"73.779522\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.123204\" xlink:href=\"#md34105eb2f\" y=\"64.470133\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.855023\" xlink:href=\"#md34105eb2f\" y=\"76.987226\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.279603\" xlink:href=\"#md34105eb2f\" y=\"41.806275\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.535116\" xlink:href=\"#md34105eb2f\" y=\"76.557232\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.267748\" xlink:href=\"#md34105eb2f\" y=\"69.000749\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.310061\" xlink:href=\"#md34105eb2f\" y=\"64.19013\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.501039\" xlink:href=\"#md34105eb2f\" y=\"57.198965\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"94.031911\" xlink:href=\"#md34105eb2f\" y=\"51.609303\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.787503\" xlink:href=\"#md34105eb2f\" y=\"47.207382\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.503554\" xlink:href=\"#md34105eb2f\" y=\"110.853757\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.848484\" xlink:href=\"#md34105eb2f\" y=\"64.513813\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.935435\" xlink:href=\"#md34105eb2f\" y=\"105.94908\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.746777\" xlink:href=\"#md34105eb2f\" y=\"73.955974\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.736847\" xlink:href=\"#md34105eb2f\" y=\"79.946693\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.051032\" xlink:href=\"#md34105eb2f\" y=\"89.767739\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.267674\" xlink:href=\"#md34105eb2f\" y=\"89.06608\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.100243\" xlink:href=\"#md34105eb2f\" y=\"107.303162\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.631367\" xlink:href=\"#md34105eb2f\" y=\"55.374187\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.566221\" xlink:href=\"#md34105eb2f\" y=\"55.338175\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.987136\" xlink:href=\"#md34105eb2f\" y=\"102.253462\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.53917\" xlink:href=\"#md34105eb2f\" y=\"65.781463\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.748842\" xlink:href=\"#md34105eb2f\" y=\"61.43664\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.937929\" xlink:href=\"#md34105eb2f\" y=\"89.352627\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.367601\" xlink:href=\"#md34105eb2f\" y=\"56.947967\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.267022\" xlink:href=\"#md34105eb2f\" y=\"102.60701\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.747374\" xlink:href=\"#md34105eb2f\" y=\"87.456671\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.596257\" xlink:href=\"#md34105eb2f\" y=\"75.017926\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.674157\" xlink:href=\"#md34105eb2f\" y=\"80.992416\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.640603\" xlink:href=\"#md34105eb2f\" y=\"102.223234\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.169022\" xlink:href=\"#md34105eb2f\" y=\"84.806297\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.513769\" xlink:href=\"#md34105eb2f\" y=\"103.724624\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.734849\" xlink:href=\"#md34105eb2f\" y=\"109.287746\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.404683\" xlink:href=\"#md34105eb2f\" y=\"73.924027\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.112748\" xlink:href=\"#md34105eb2f\" y=\"89.172245\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.783714\" xlink:href=\"#md34105eb2f\" y=\"109.682766\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.272636\" xlink:href=\"#md34105eb2f\" y=\"51.612253\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"62.055087\" xlink:href=\"#md34105eb2f\" y=\"43.270229\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.301676\" xlink:href=\"#md34105eb2f\" y=\"76.967139\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.918234\" xlink:href=\"#md34105eb2f\" y=\"63.304951\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.815669\" xlink:href=\"#md34105eb2f\" y=\"61.364138\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.034464\" xlink:href=\"#md34105eb2f\" y=\"62.028214\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.121196\" xlink:href=\"#md34105eb2f\" y=\"72.060237\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.105174\" xlink:href=\"#md34105eb2f\" y=\"119.610626\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.744078\" xlink:href=\"#md34105eb2f\" y=\"69.726722\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.033037\" xlink:href=\"#md34105eb2f\" y=\"90.863814\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.70508\" xlink:href=\"#md34105eb2f\" y=\"101.753017\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.545449\" xlink:href=\"#md34105eb2f\" y=\"71.38311\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.173382\" xlink:href=\"#md34105eb2f\" y=\"94.418634\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.249632\" xlink:href=\"#md34105eb2f\" y=\"87.39842\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.971702\" xlink:href=\"#md34105eb2f\" y=\"54.108193\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.157929\" xlink:href=\"#md34105eb2f\" y=\"110.622752\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"55.887815\" xlink:href=\"#md34105eb2f\" y=\"39.827928\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.523352\" xlink:href=\"#md34105eb2f\" y=\"112.711416\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.307401\" xlink:href=\"#md34105eb2f\" y=\"72.106116\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.10829\" xlink:href=\"#md34105eb2f\" y=\"78.254258\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.312262\" xlink:href=\"#md34105eb2f\" y=\"88.323048\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.501742\" xlink:href=\"#md34105eb2f\" y=\"50.177291\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.010386\" xlink:href=\"#md34105eb2f\" y=\"44.872406\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.864439\" xlink:href=\"#md34105eb2f\" y=\"58.000679\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.241153\" xlink:href=\"#md34105eb2f\" y=\"86.602761\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.245867\" xlink:href=\"#md34105eb2f\" y=\"84.916825\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.073423\" xlink:href=\"#md34105eb2f\" y=\"45.378665\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.130048\" xlink:href=\"#md34105eb2f\" y=\"90.596708\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.104854\" xlink:href=\"#md34105eb2f\" y=\"86.871487\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.944024\" xlink:href=\"#md34105eb2f\" y=\"51.031244\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"199.833519\" xlink:href=\"#md34105eb2f\" y=\"135.15248\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.28885\" xlink:href=\"#md34105eb2f\" y=\"68.482305\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.95082\" xlink:href=\"#md34105eb2f\" y=\"117.546554\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.124359\" xlink:href=\"#md34105eb2f\" y=\"77.142603\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.50628\" xlink:href=\"#md34105eb2f\" y=\"122.694734\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.384517\" xlink:href=\"#md34105eb2f\" y=\"70.615535\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.43193\" xlink:href=\"#md34105eb2f\" y=\"89.013087\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"72.62967\" xlink:href=\"#md34105eb2f\" y=\"52.792638\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.29316\" xlink:href=\"#md34105eb2f\" y=\"65.536761\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.030526\" xlink:href=\"#md34105eb2f\" y=\"51.283011\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.335511\" xlink:href=\"#md34105eb2f\" y=\"89.83111\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"68.537704\" xlink:href=\"#md34105eb2f\" y=\"25.900175\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.108258\" xlink:href=\"#md34105eb2f\" y=\"59.1809\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.189741\" xlink:href=\"#md34105eb2f\" y=\"94.334102\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.292762\" xlink:href=\"#md34105eb2f\" y=\"68.798301\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.536578\" xlink:href=\"#md34105eb2f\" y=\"82.889244\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.734856\" xlink:href=\"#md34105eb2f\" y=\"67.95943\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"78.766313\" xlink:href=\"#md34105eb2f\" y=\"24.333307\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.074233\" xlink:href=\"#md34105eb2f\" y=\"93.086385\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.597496\" xlink:href=\"#md34105eb2f\" y=\"80.175768\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.02735\" xlink:href=\"#md34105eb2f\" y=\"63.445672\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.374736\" xlink:href=\"#md34105eb2f\" y=\"76.087097\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.400128\" xlink:href=\"#md34105eb2f\" y=\"75.955353\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.580409\" xlink:href=\"#md34105eb2f\" y=\"36.638882\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.067412\" xlink:href=\"#md34105eb2f\" y=\"68.536763\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.788565\" xlink:href=\"#md34105eb2f\" y=\"63.546905\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.735741\" xlink:href=\"#md34105eb2f\" y=\"121.183707\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.088372\" xlink:href=\"#md34105eb2f\" y=\"80.661809\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.694672\" xlink:href=\"#md34105eb2f\" y=\"71.5309\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.623877\" xlink:href=\"#md34105eb2f\" y=\"85.399544\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.222386\" xlink:href=\"#md34105eb2f\" y=\"61.914588\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.922579\" xlink:href=\"#md34105eb2f\" y=\"71.800584\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.792339\" xlink:href=\"#md34105eb2f\" y=\"58.534268\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.641892\" xlink:href=\"#md34105eb2f\" y=\"111.221182\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.244805\" xlink:href=\"#md34105eb2f\" y=\"87.368769\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.464423\" xlink:href=\"#md34105eb2f\" y=\"98.401784\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.901296\" xlink:href=\"#md34105eb2f\" y=\"79.913415\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.430853\" xlink:href=\"#md34105eb2f\" y=\"98.062857\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.505569\" xlink:href=\"#md34105eb2f\" y=\"86.022896\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.83126\" xlink:href=\"#md34105eb2f\" y=\"73.019353\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.814079\" xlink:href=\"#md34105eb2f\" y=\"81.297665\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.537884\" xlink:href=\"#md34105eb2f\" y=\"77.59575\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.371115\" xlink:href=\"#md34105eb2f\" y=\"91.816013\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.053984\" xlink:href=\"#md34105eb2f\" y=\"74.02247\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.217425\" xlink:href=\"#md34105eb2f\" y=\"83.359131\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.478037\" xlink:href=\"#md34105eb2f\" y=\"78.309988\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.694623\" xlink:href=\"#md34105eb2f\" y=\"75.74973\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.30374\" xlink:href=\"#md34105eb2f\" y=\"76.522407\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.581378\" xlink:href=\"#md34105eb2f\" y=\"58.480587\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.751094\" xlink:href=\"#md34105eb2f\" y=\"97.531351\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.531738\" xlink:href=\"#md34105eb2f\" y=\"77.696889\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.725778\" xlink:href=\"#md34105eb2f\" y=\"80.703782\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.726229\" xlink:href=\"#md34105eb2f\" y=\"100.581603\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.37309\" xlink:href=\"#md34105eb2f\" y=\"68.418705\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.429648\" xlink:href=\"#md34105eb2f\" y=\"111.769613\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.682642\" xlink:href=\"#md34105eb2f\" y=\"64.894624\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.899191\" xlink:href=\"#md34105eb2f\" y=\"72.728474\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.763675\" xlink:href=\"#md34105eb2f\" y=\"105.403293\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.147789\" xlink:href=\"#md34105eb2f\" y=\"80.570931\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.649608\" xlink:href=\"#md34105eb2f\" y=\"51.138433\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.189729\" xlink:href=\"#md34105eb2f\" y=\"95.988238\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.594929\" xlink:href=\"#md34105eb2f\" y=\"78.781392\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.401033\" xlink:href=\"#md34105eb2f\" y=\"62.072135\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.933742\" xlink:href=\"#md34105eb2f\" y=\"91.349017\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.830725\" xlink:href=\"#md34105eb2f\" y=\"85.682585\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.996686\" xlink:href=\"#md34105eb2f\" y=\"93.960257\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.336197\" xlink:href=\"#md34105eb2f\" y=\"84.484116\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.585592\" xlink:href=\"#md34105eb2f\" y=\"82.807794\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"85.899869\" xlink:href=\"#md34105eb2f\" y=\"57.790268\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.747016\" xlink:href=\"#md34105eb2f\" y=\"89.252182\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.119508\" xlink:href=\"#md34105eb2f\" y=\"91.349993\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.665353\" xlink:href=\"#md34105eb2f\" y=\"74.900353\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.736025\" xlink:href=\"#md34105eb2f\" y=\"104.950754\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.430956\" xlink:href=\"#md34105eb2f\" y=\"92.902741\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.542862\" xlink:href=\"#md34105eb2f\" y=\"105.803833\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.024098\" xlink:href=\"#md34105eb2f\" y=\"101.697872\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"78.44785\" xlink:href=\"#md34105eb2f\" y=\"53.383135\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.606314\" xlink:href=\"#md34105eb2f\" y=\"71.730269\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.040379\" xlink:href=\"#md34105eb2f\" y=\"77.245289\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.108888\" xlink:href=\"#md34105eb2f\" y=\"61.50164\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.23653\" xlink:href=\"#md34105eb2f\" y=\"74.740525\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.595906\" xlink:href=\"#md34105eb2f\" y=\"81.098636\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.794113\" xlink:href=\"#md34105eb2f\" y=\"95.994273\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.068177\" xlink:href=\"#md34105eb2f\" y=\"105.363708\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.819674\" xlink:href=\"#md34105eb2f\" y=\"86.977243\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.454281\" xlink:href=\"#md34105eb2f\" y=\"109.993633\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.974356\" xlink:href=\"#md34105eb2f\" y=\"88.543358\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.12755\" xlink:href=\"#md34105eb2f\" y=\"57.073007\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"215.297984\" xlink:href=\"#md34105eb2f\" y=\"131.273991\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.577684\" xlink:href=\"#md34105eb2f\" y=\"85.781777\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.614111\" xlink:href=\"#md34105eb2f\" y=\"98.810913\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.002848\" xlink:href=\"#md34105eb2f\" y=\"78.676462\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.557113\" xlink:href=\"#md34105eb2f\" y=\"99.967058\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.34714\" xlink:href=\"#md34105eb2f\" y=\"65.708479\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.668479\" xlink:href=\"#md34105eb2f\" y=\"115.203192\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.566787\" xlink:href=\"#md34105eb2f\" y=\"70.805212\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.768009\" xlink:href=\"#md34105eb2f\" y=\"92.207244\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.885237\" xlink:href=\"#md34105eb2f\" y=\"68.159693\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.601728\" xlink:href=\"#md34105eb2f\" y=\"79.171021\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.638072\" xlink:href=\"#md34105eb2f\" y=\"63.473129\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.425312\" xlink:href=\"#md34105eb2f\" y=\"61.744794\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.896552\" xlink:href=\"#md34105eb2f\" y=\"92.269526\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.258335\" xlink:href=\"#md34105eb2f\" y=\"61.758928\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.04868\" xlink:href=\"#md34105eb2f\" y=\"94.11294\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.392755\" xlink:href=\"#md34105eb2f\" y=\"76.923704\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.772852\" xlink:href=\"#md34105eb2f\" y=\"101.496661\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.586938\" xlink:href=\"#md34105eb2f\" y=\"34.265019\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.918916\" xlink:href=\"#md34105eb2f\" y=\"68.973677\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.011843\" xlink:href=\"#md34105eb2f\" y=\"54.569757\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.903275\" xlink:href=\"#md34105eb2f\" y=\"93.660591\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.999938\" xlink:href=\"#md34105eb2f\" y=\"74.683685\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.639051\" xlink:href=\"#md34105eb2f\" y=\"94.330797\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.573643\" xlink:href=\"#md34105eb2f\" y=\"76.734942\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.550131\" xlink:href=\"#md34105eb2f\" y=\"78.171137\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.14859\" xlink:href=\"#md34105eb2f\" y=\"118.918179\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.305848\" xlink:href=\"#md34105eb2f\" y=\"82.786449\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.923805\" xlink:href=\"#md34105eb2f\" y=\"96.665937\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.860699\" xlink:href=\"#md34105eb2f\" y=\"61.894233\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.075974\" xlink:href=\"#md34105eb2f\" y=\"76.789951\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.459633\" xlink:href=\"#md34105eb2f\" y=\"42.647171\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.335512\" xlink:href=\"#md34105eb2f\" y=\"72.759082\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.954205\" xlink:href=\"#md34105eb2f\" y=\"63.99177\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.696093\" xlink:href=\"#md34105eb2f\" y=\"49.530969\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.270661\" xlink:href=\"#md34105eb2f\" y=\"140.404661\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.117217\" xlink:href=\"#md34105eb2f\" y=\"81.349089\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.941532\" xlink:href=\"#md34105eb2f\" y=\"101.908335\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"57.755113\" xlink:href=\"#md34105eb2f\" y=\"41.149167\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.180078\" xlink:href=\"#md34105eb2f\" y=\"80.404689\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"83.806332\" xlink:href=\"#md34105eb2f\" y=\"69.151052\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.759364\" xlink:href=\"#md34105eb2f\" y=\"71.006995\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.634771\" xlink:href=\"#md34105eb2f\" y=\"110.093632\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.203737\" xlink:href=\"#md34105eb2f\" y=\"88.985241\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"61.726976\" xlink:href=\"#md34105eb2f\" y=\"50.050317\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.159374\" xlink:href=\"#md34105eb2f\" y=\"100.146023\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.067301\" xlink:href=\"#md34105eb2f\" y=\"83.346007\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.288103\" xlink:href=\"#md34105eb2f\" y=\"90.205265\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.933719\" xlink:href=\"#md34105eb2f\" y=\"93.94329\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.443045\" xlink:href=\"#md34105eb2f\" y=\"58.989923\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.79672\" xlink:href=\"#md34105eb2f\" y=\"67.862785\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.243568\" xlink:href=\"#md34105eb2f\" y=\"87.358535\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.015021\" xlink:href=\"#md34105eb2f\" y=\"60.897403\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.157996\" xlink:href=\"#md34105eb2f\" y=\"92.123265\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.999038\" xlink:href=\"#md34105eb2f\" y=\"113.669951\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.559099\" xlink:href=\"#md34105eb2f\" y=\"80.508427\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.405836\" xlink:href=\"#md34105eb2f\" y=\"102.770693\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.238749\" xlink:href=\"#md34105eb2f\" y=\"60.170364\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.262406\" xlink:href=\"#md34105eb2f\" y=\"66.118709\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.709992\" xlink:href=\"#md34105eb2f\" y=\"85.933611\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.608243\" xlink:href=\"#md34105eb2f\" y=\"113.947888\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.98557\" xlink:href=\"#md34105eb2f\" y=\"67.259993\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.832169\" xlink:href=\"#md34105eb2f\" y=\"93.734558\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.764302\" xlink:href=\"#md34105eb2f\" y=\"82.050587\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.439204\" xlink:href=\"#md34105eb2f\" y=\"88.860917\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.28858\" xlink:href=\"#md34105eb2f\" y=\"82.717084\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.534981\" xlink:href=\"#md34105eb2f\" y=\"70.445472\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.578926\" xlink:href=\"#md34105eb2f\" y=\"101.397368\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.806174\" xlink:href=\"#md34105eb2f\" y=\"84.023296\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.642151\" xlink:href=\"#md34105eb2f\" y=\"62.653027\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.468742\" xlink:href=\"#md34105eb2f\" y=\"52.300315\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.294328\" xlink:href=\"#md34105eb2f\" y=\"92.55611\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.877395\" xlink:href=\"#md34105eb2f\" y=\"79.146452\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.717122\" xlink:href=\"#md34105eb2f\" y=\"67.838227\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"82.879389\" xlink:href=\"#md34105eb2f\" y=\"51.846365\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.135256\" xlink:href=\"#md34105eb2f\" y=\"85.659024\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"85.690126\" xlink:href=\"#md34105eb2f\" y=\"55.960001\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.581297\" xlink:href=\"#md34105eb2f\" y=\"78.398944\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.075979\" xlink:href=\"#md34105eb2f\" y=\"60.598193\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.449402\" xlink:href=\"#md34105eb2f\" y=\"69.204419\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.740911\" xlink:href=\"#md34105eb2f\" y=\"86.280526\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.92514\" xlink:href=\"#md34105eb2f\" y=\"84.721628\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.699937\" xlink:href=\"#md34105eb2f\" y=\"67.385715\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.109632\" xlink:href=\"#md34105eb2f\" y=\"111.155604\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.468377\" xlink:href=\"#md34105eb2f\" y=\"80.043457\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"69.883931\" xlink:href=\"#md34105eb2f\" y=\"26.435075\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.594325\" xlink:href=\"#md34105eb2f\" y=\"77.726223\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.190986\" xlink:href=\"#md34105eb2f\" y=\"98.370694\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"94.301407\" xlink:href=\"#md34105eb2f\" y=\"51.13566\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.841974\" xlink:href=\"#md34105eb2f\" y=\"76.47805\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.527826\" xlink:href=\"#md34105eb2f\" y=\"66.051353\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.132825\" xlink:href=\"#md34105eb2f\" y=\"78.245349\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.515447\" xlink:href=\"#md34105eb2f\" y=\"98.851998\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.17724\" xlink:href=\"#md34105eb2f\" y=\"99.780102\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.672613\" xlink:href=\"#md34105eb2f\" y=\"70.237618\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.74231\" xlink:href=\"#md34105eb2f\" y=\"84.07859\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.702215\" xlink:href=\"#md34105eb2f\" y=\"69.517262\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.904502\" xlink:href=\"#md34105eb2f\" y=\"98.122799\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.348894\" xlink:href=\"#md34105eb2f\" y=\"72.433918\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.299567\" xlink:href=\"#md34105eb2f\" y=\"97.087347\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.786049\" xlink:href=\"#md34105eb2f\" y=\"91.194496\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.948817\" xlink:href=\"#md34105eb2f\" y=\"87.921691\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.062757\" xlink:href=\"#md34105eb2f\" y=\"58.988078\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.401787\" xlink:href=\"#md34105eb2f\" y=\"85.364009\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.300245\" xlink:href=\"#md34105eb2f\" y=\"86.689541\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.8281\" xlink:href=\"#md34105eb2f\" y=\"104.532497\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.507891\" xlink:href=\"#md34105eb2f\" y=\"66.337889\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.188375\" xlink:href=\"#md34105eb2f\" y=\"111.465655\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.033743\" xlink:href=\"#md34105eb2f\" y=\"114.778353\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.134131\" xlink:href=\"#md34105eb2f\" y=\"91.029402\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.703101\" xlink:href=\"#md34105eb2f\" y=\"71.83724\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.343086\" xlink:href=\"#md34105eb2f\" y=\"82.070307\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.431171\" xlink:href=\"#md34105eb2f\" y=\"52.175439\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.158612\" xlink:href=\"#md34105eb2f\" y=\"53.263667\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.530964\" xlink:href=\"#md34105eb2f\" y=\"92.840857\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.127672\" xlink:href=\"#md34105eb2f\" y=\"70.496926\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.309327\" xlink:href=\"#md34105eb2f\" y=\"67.815028\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.808339\" xlink:href=\"#md34105eb2f\" y=\"74.706833\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.522885\" xlink:href=\"#md34105eb2f\" y=\"110.074924\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.977882\" xlink:href=\"#md34105eb2f\" y=\"84.956027\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.63117\" xlink:href=\"#md34105eb2f\" y=\"70.538703\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.697281\" xlink:href=\"#md34105eb2f\" y=\"86.618388\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.064788\" xlink:href=\"#md34105eb2f\" y=\"118.492478\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.016019\" xlink:href=\"#md34105eb2f\" y=\"114.931705\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.822729\" xlink:href=\"#md34105eb2f\" y=\"70.818535\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.527827\" xlink:href=\"#md34105eb2f\" y=\"115.784416\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.644251\" xlink:href=\"#md34105eb2f\" y=\"89.192757\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.050893\" xlink:href=\"#md34105eb2f\" y=\"72.151012\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.062977\" xlink:href=\"#md34105eb2f\" y=\"77.438414\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.098183\" xlink:href=\"#md34105eb2f\" y=\"98.166332\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.86181\" xlink:href=\"#md34105eb2f\" y=\"55.582023\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.781341\" xlink:href=\"#md34105eb2f\" y=\"68.953975\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.038942\" xlink:href=\"#md34105eb2f\" y=\"70.45536\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.27122\" xlink:href=\"#md34105eb2f\" y=\"78.180632\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.978317\" xlink:href=\"#md34105eb2f\" y=\"98.200009\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"61.498854\" xlink:href=\"#md34105eb2f\" y=\"33.926926\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.173013\" xlink:href=\"#md34105eb2f\" y=\"115.632701\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.52806\" xlink:href=\"#md34105eb2f\" y=\"92.165018\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.220697\" xlink:href=\"#md34105eb2f\" y=\"105.986684\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.423349\" xlink:href=\"#md34105eb2f\" y=\"68.739951\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.724498\" xlink:href=\"#md34105eb2f\" y=\"110.828003\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.640217\" xlink:href=\"#md34105eb2f\" y=\"89.900873\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.995329\" xlink:href=\"#md34105eb2f\" y=\"63.590487\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.663728\" xlink:href=\"#md34105eb2f\" y=\"106.735098\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.041959\" xlink:href=\"#md34105eb2f\" y=\"100.307349\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.537499\" xlink:href=\"#md34105eb2f\" y=\"87.006683\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.14025\" xlink:href=\"#md34105eb2f\" y=\"92.027584\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.35646\" xlink:href=\"#md34105eb2f\" y=\"76.991001\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.51953\" xlink:href=\"#md34105eb2f\" y=\"84.511575\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"54.35822\" xlink:href=\"#md34105eb2f\" y=\"26.591599\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"69.695875\" xlink:href=\"#md34105eb2f\" y=\"45.740487\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.194844\" xlink:href=\"#md34105eb2f\" y=\"42.803415\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.102817\" xlink:href=\"#md34105eb2f\" y=\"52.613734\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.840684\" xlink:href=\"#md34105eb2f\" y=\"47.46814\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.047428\" xlink:href=\"#md34105eb2f\" y=\"58.565223\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.386026\" xlink:href=\"#md34105eb2f\" y=\"84.314342\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.452982\" xlink:href=\"#md34105eb2f\" y=\"73.498903\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.852117\" xlink:href=\"#md34105eb2f\" y=\"95.798822\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.37925\" xlink:href=\"#md34105eb2f\" y=\"95.242395\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.347506\" xlink:href=\"#md34105eb2f\" y=\"73.44632\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.220189\" xlink:href=\"#md34105eb2f\" y=\"81.22443\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.580499\" xlink:href=\"#md34105eb2f\" y=\"84.422098\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.489403\" xlink:href=\"#md34105eb2f\" y=\"87.625804\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"85.82512\" xlink:href=\"#md34105eb2f\" y=\"59.308816\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.96709\" xlink:href=\"#md34105eb2f\" y=\"76.088401\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.666947\" xlink:href=\"#md34105eb2f\" y=\"93.346754\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.680125\" xlink:href=\"#md34105eb2f\" y=\"72.143341\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.147072\" xlink:href=\"#md34105eb2f\" y=\"90.865376\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.967522\" xlink:href=\"#md34105eb2f\" y=\"95.435365\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.888893\" xlink:href=\"#md34105eb2f\" y=\"62.300267\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.996474\" xlink:href=\"#md34105eb2f\" y=\"79.24139\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"70.682439\" xlink:href=\"#md34105eb2f\" y=\"54.613337\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.11934\" xlink:href=\"#md34105eb2f\" y=\"64.390358\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"65.636227\" xlink:href=\"#md34105eb2f\" y=\"54.675616\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.969528\" xlink:href=\"#md34105eb2f\" y=\"70.150509\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.763897\" xlink:href=\"#md34105eb2f\" y=\"92.877599\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.975318\" xlink:href=\"#md34105eb2f\" y=\"73.486462\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.489762\" xlink:href=\"#md34105eb2f\" y=\"64.67513\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.86804\" xlink:href=\"#md34105eb2f\" y=\"94.649345\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.875122\" xlink:href=\"#md34105eb2f\" y=\"66.59513\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.345535\" xlink:href=\"#md34105eb2f\" y=\"76.375729\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.572469\" xlink:href=\"#md34105eb2f\" y=\"72.538122\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.437505\" xlink:href=\"#md34105eb2f\" y=\"79.849722\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.840415\" xlink:href=\"#md34105eb2f\" y=\"85.971417\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.641526\" xlink:href=\"#md34105eb2f\" y=\"65.801914\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.008197\" xlink:href=\"#md34105eb2f\" y=\"89.876591\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.014974\" xlink:href=\"#md34105eb2f\" y=\"82.162817\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.04492\" xlink:href=\"#md34105eb2f\" y=\"101.404094\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.64691\" xlink:href=\"#md34105eb2f\" y=\"69.896054\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.249839\" xlink:href=\"#md34105eb2f\" y=\"84.805951\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.227238\" xlink:href=\"#md34105eb2f\" y=\"85.92305\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.732634\" xlink:href=\"#md34105eb2f\" y=\"72.161966\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.781629\" xlink:href=\"#md34105eb2f\" y=\"121.507341\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.536855\" xlink:href=\"#md34105eb2f\" y=\"102.284308\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.999456\" xlink:href=\"#md34105eb2f\" y=\"46.153826\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.41852\" xlink:href=\"#md34105eb2f\" y=\"90.544831\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.365031\" xlink:href=\"#md34105eb2f\" y=\"95.734127\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.048905\" xlink:href=\"#md34105eb2f\" y=\"74.265894\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.824968\" xlink:href=\"#md34105eb2f\" y=\"38.696742\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.444916\" xlink:href=\"#md34105eb2f\" y=\"97.008864\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.143297\" xlink:href=\"#md34105eb2f\" y=\"52.398485\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.378758\" xlink:href=\"#md34105eb2f\" y=\"97.854762\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.037359\" xlink:href=\"#md34105eb2f\" y=\"95.82172\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.297403\" xlink:href=\"#md34105eb2f\" y=\"73.929848\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"53.031858\" xlink:href=\"#md34105eb2f\" y=\"36.051954\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.707896\" xlink:href=\"#md34105eb2f\" y=\"103.224795\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.028275\" xlink:href=\"#md34105eb2f\" y=\"81.122418\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.346417\" xlink:href=\"#md34105eb2f\" y=\"55.998167\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.119808\" xlink:href=\"#md34105eb2f\" y=\"79.873818\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.236216\" xlink:href=\"#md34105eb2f\" y=\"88.056946\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.871532\" xlink:href=\"#md34105eb2f\" y=\"74.506176\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.127855\" xlink:href=\"#md34105eb2f\" y=\"72.980634\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.734591\" xlink:href=\"#md34105eb2f\" y=\"80.492701\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.58986\" xlink:href=\"#md34105eb2f\" y=\"95.105493\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.347123\" xlink:href=\"#md34105eb2f\" y=\"76.723483\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.282487\" xlink:href=\"#md34105eb2f\" y=\"89.784646\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.490839\" xlink:href=\"#md34105eb2f\" y=\"76.650646\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.174543\" xlink:href=\"#md34105eb2f\" y=\"101.379481\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.054582\" xlink:href=\"#md34105eb2f\" y=\"105.117463\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.939925\" xlink:href=\"#md34105eb2f\" y=\"62.16469\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.593573\" xlink:href=\"#md34105eb2f\" y=\"59.912758\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.949862\" xlink:href=\"#md34105eb2f\" y=\"86.285395\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.325128\" xlink:href=\"#md34105eb2f\" y=\"74.158394\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.894051\" xlink:href=\"#md34105eb2f\" y=\"70.828484\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.905091\" xlink:href=\"#md34105eb2f\" y=\"65.961955\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"80.961339\" xlink:href=\"#md34105eb2f\" y=\"52.340772\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.056051\" xlink:href=\"#md34105eb2f\" y=\"83.288648\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.574724\" xlink:href=\"#md34105eb2f\" y=\"101.598376\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.326227\" xlink:href=\"#md34105eb2f\" y=\"71.862318\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.449148\" xlink:href=\"#md34105eb2f\" y=\"93.137159\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.526237\" xlink:href=\"#md34105eb2f\" y=\"73.729561\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.598779\" xlink:href=\"#md34105eb2f\" y=\"89.286158\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.101343\" xlink:href=\"#md34105eb2f\" y=\"59.873453\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.898856\" xlink:href=\"#md34105eb2f\" y=\"54.073019\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.820891\" xlink:href=\"#md34105eb2f\" y=\"49.886665\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.038119\" xlink:href=\"#md34105eb2f\" y=\"51.663227\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.781309\" xlink:href=\"#md34105eb2f\" y=\"89.803533\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"80.702835\" xlink:href=\"#md34105eb2f\" y=\"56.965757\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"91.687144\" xlink:href=\"#md34105eb2f\" y=\"71.534232\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.525202\" xlink:href=\"#md34105eb2f\" y=\"80.397939\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.242369\" xlink:href=\"#md34105eb2f\" y=\"65.519539\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.34736\" xlink:href=\"#md34105eb2f\" y=\"102.391482\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.425457\" xlink:href=\"#md34105eb2f\" y=\"76.397778\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.283559\" xlink:href=\"#md34105eb2f\" y=\"79.198798\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.819166\" xlink:href=\"#md34105eb2f\" y=\"92.789794\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.243578\" xlink:href=\"#md34105eb2f\" y=\"114.675378\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.746757\" xlink:href=\"#md34105eb2f\" y=\"65.675574\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.118921\" xlink:href=\"#md34105eb2f\" y=\"62.711398\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.737269\" xlink:href=\"#md34105eb2f\" y=\"75.71992\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.905016\" xlink:href=\"#md34105eb2f\" y=\"70.711873\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.803143\" xlink:href=\"#md34105eb2f\" y=\"104.492384\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.688042\" xlink:href=\"#md34105eb2f\" y=\"61.346722\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.615087\" xlink:href=\"#md34105eb2f\" y=\"67.567532\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.017014\" xlink:href=\"#md34105eb2f\" y=\"61.976047\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.165326\" xlink:href=\"#md34105eb2f\" y=\"51.0497\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.693712\" xlink:href=\"#md34105eb2f\" y=\"87.221403\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.442814\" xlink:href=\"#md34105eb2f\" y=\"90.263632\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.47079\" xlink:href=\"#md34105eb2f\" y=\"66.401753\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.577523\" xlink:href=\"#md34105eb2f\" y=\"91.77326\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.268967\" xlink:href=\"#md34105eb2f\" y=\"89.479396\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.515711\" xlink:href=\"#md34105eb2f\" y=\"86.321997\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.180886\" xlink:href=\"#md34105eb2f\" y=\"123.058424\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.648772\" xlink:href=\"#md34105eb2f\" y=\"89.221634\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.944093\" xlink:href=\"#md34105eb2f\" y=\"79.027305\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.395816\" xlink:href=\"#md34105eb2f\" y=\"54.56344\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.549318\" xlink:href=\"#md34105eb2f\" y=\"71.756861\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.715169\" xlink:href=\"#md34105eb2f\" y=\"77.8803\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.45209\" xlink:href=\"#md34105eb2f\" y=\"86.259503\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.886643\" xlink:href=\"#md34105eb2f\" y=\"64.759202\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.18701\" xlink:href=\"#md34105eb2f\" y=\"89.831807\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.670444\" xlink:href=\"#md34105eb2f\" y=\"48.366881\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.814653\" xlink:href=\"#md34105eb2f\" y=\"59.733961\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"74.331277\" xlink:href=\"#md34105eb2f\" y=\"28.671324\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"78.772006\" xlink:href=\"#md34105eb2f\" y=\"55.336583\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.403182\" xlink:href=\"#md34105eb2f\" y=\"77.14911\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.204722\" xlink:href=\"#md34105eb2f\" y=\"108.183503\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.240607\" xlink:href=\"#md34105eb2f\" y=\"90.402212\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.488674\" xlink:href=\"#md34105eb2f\" y=\"86.810888\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.058938\" xlink:href=\"#md34105eb2f\" y=\"104.671579\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.805763\" xlink:href=\"#md34105eb2f\" y=\"88.579104\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"91.181473\" xlink:href=\"#md34105eb2f\" y=\"55.331118\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.564884\" xlink:href=\"#md34105eb2f\" y=\"80.567069\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.75521\" xlink:href=\"#md34105eb2f\" y=\"82.024855\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.426989\" xlink:href=\"#md34105eb2f\" y=\"84.364134\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.511878\" xlink:href=\"#md34105eb2f\" y=\"76.291891\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"82.684611\" xlink:href=\"#md34105eb2f\" y=\"52.335278\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.022402\" xlink:href=\"#md34105eb2f\" y=\"78.858205\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.56156\" xlink:href=\"#md34105eb2f\" y=\"88.019032\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.474152\" xlink:href=\"#md34105eb2f\" y=\"83.757661\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.75409\" xlink:href=\"#md34105eb2f\" y=\"73.007749\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.810477\" xlink:href=\"#md34105eb2f\" y=\"55.532903\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.030584\" xlink:href=\"#md34105eb2f\" y=\"97.441183\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.771771\" xlink:href=\"#md34105eb2f\" y=\"71.049386\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.494885\" xlink:href=\"#md34105eb2f\" y=\"119.442284\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.809331\" xlink:href=\"#md34105eb2f\" y=\"74.936609\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.177272\" xlink:href=\"#md34105eb2f\" y=\"45.945101\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.674903\" xlink:href=\"#md34105eb2f\" y=\"48.074213\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"79.412281\" xlink:href=\"#md34105eb2f\" y=\"36.904225\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.903454\" xlink:href=\"#md34105eb2f\" y=\"97.221262\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.498973\" xlink:href=\"#md34105eb2f\" y=\"71.786989\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.018177\" xlink:href=\"#md34105eb2f\" y=\"69.629939\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.26622\" xlink:href=\"#md34105eb2f\" y=\"84.828748\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.25547\" xlink:href=\"#md34105eb2f\" y=\"72.949977\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.73993\" xlink:href=\"#md34105eb2f\" y=\"92.824498\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.438826\" xlink:href=\"#md34105eb2f\" y=\"91.291194\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.011442\" xlink:href=\"#md34105eb2f\" y=\"106.146501\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.218141\" xlink:href=\"#md34105eb2f\" y=\"106.741407\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.136162\" xlink:href=\"#md34105eb2f\" y=\"62.979919\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.764442\" xlink:href=\"#md34105eb2f\" y=\"58.543372\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.376464\" xlink:href=\"#md34105eb2f\" y=\"63.962443\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.341701\" xlink:href=\"#md34105eb2f\" y=\"54.713141\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.910609\" xlink:href=\"#md34105eb2f\" y=\"89.959669\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.56278\" xlink:href=\"#md34105eb2f\" y=\"96.541811\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.372496\" xlink:href=\"#md34105eb2f\" y=\"55.7665\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.759679\" xlink:href=\"#md34105eb2f\" y=\"77.096609\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.057229\" xlink:href=\"#md34105eb2f\" y=\"73.75624\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.71473\" xlink:href=\"#md34105eb2f\" y=\"82.064124\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"70.678039\" xlink:href=\"#md34105eb2f\" y=\"57.562098\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.919498\" xlink:href=\"#md34105eb2f\" y=\"81.745132\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.291206\" xlink:href=\"#md34105eb2f\" y=\"51.231151\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.363796\" xlink:href=\"#md34105eb2f\" y=\"108.508164\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.475902\" xlink:href=\"#md34105eb2f\" y=\"80.618889\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.255561\" xlink:href=\"#md34105eb2f\" y=\"61.553672\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.354172\" xlink:href=\"#md34105eb2f\" y=\"74.906841\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.491048\" xlink:href=\"#md34105eb2f\" y=\"70.723269\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.498715\" xlink:href=\"#md34105eb2f\" y=\"89.090741\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.020711\" xlink:href=\"#md34105eb2f\" y=\"46.510984\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.351202\" xlink:href=\"#md34105eb2f\" y=\"98.469108\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.845835\" xlink:href=\"#md34105eb2f\" y=\"78.716364\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.236263\" xlink:href=\"#md34105eb2f\" y=\"91.894049\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.806419\" xlink:href=\"#md34105eb2f\" y=\"74.303546\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.610772\" xlink:href=\"#md34105eb2f\" y=\"85.141082\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.264586\" xlink:href=\"#md34105eb2f\" y=\"87.202136\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.260271\" xlink:href=\"#md34105eb2f\" y=\"115.254562\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.112849\" xlink:href=\"#md34105eb2f\" y=\"53.961048\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.541698\" xlink:href=\"#md34105eb2f\" y=\"88.13422\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.290011\" xlink:href=\"#md34105eb2f\" y=\"50.506314\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.953169\" xlink:href=\"#md34105eb2f\" y=\"59.034407\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.82512\" xlink:href=\"#md34105eb2f\" y=\"117.876988\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.455312\" xlink:href=\"#md34105eb2f\" y=\"80.217018\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.591281\" xlink:href=\"#md34105eb2f\" y=\"63.200277\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"79.108096\" xlink:href=\"#md34105eb2f\" y=\"57.875264\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.944252\" xlink:href=\"#md34105eb2f\" y=\"126.237481\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.951929\" xlink:href=\"#md34105eb2f\" y=\"57.699193\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.219269\" xlink:href=\"#md34105eb2f\" y=\"86.142447\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"69.205787\" xlink:href=\"#md34105eb2f\" y=\"16.895339\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.938697\" xlink:href=\"#md34105eb2f\" y=\"91.53162\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.049456\" xlink:href=\"#md34105eb2f\" y=\"120.614154\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.749661\" xlink:href=\"#md34105eb2f\" y=\"69.417441\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.141592\" xlink:href=\"#md34105eb2f\" y=\"96.867223\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"86.864768\" xlink:href=\"#md34105eb2f\" y=\"48.288108\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.184767\" xlink:href=\"#md34105eb2f\" y=\"130.957847\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.628268\" xlink:href=\"#md34105eb2f\" y=\"95.251903\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.942203\" xlink:href=\"#md34105eb2f\" y=\"61.257394\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.142506\" xlink:href=\"#md34105eb2f\" y=\"76.361394\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.639275\" xlink:href=\"#md34105eb2f\" y=\"88.194506\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.261918\" xlink:href=\"#md34105eb2f\" y=\"96.519582\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.830653\" xlink:href=\"#md34105eb2f\" y=\"95.276136\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.945203\" xlink:href=\"#md34105eb2f\" y=\"88.943106\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"64.608575\" xlink:href=\"#md34105eb2f\" y=\"34.787669\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.301467\" xlink:href=\"#md34105eb2f\" y=\"80.506757\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.728241\" xlink:href=\"#md34105eb2f\" y=\"71.916551\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.694784\" xlink:href=\"#md34105eb2f\" y=\"64.664973\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.112462\" xlink:href=\"#md34105eb2f\" y=\"81.224156\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.725351\" xlink:href=\"#md34105eb2f\" y=\"73.543616\"/>\n",
       "     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.374245\" xlink:href=\"#md34105eb2f\" y=\"79.751398\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" id=\"m9c9a8feee6\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"75.446939\" xlink:href=\"#m9c9a8feee6\" y=\"146.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- −2 -->\n",
       "      <defs>\n",
       "       <path d=\"M 10.59375 35.5 \n",
       "L 73.1875 35.5 \n",
       "L 73.1875 27.203125 \n",
       "L 10.59375 27.203125 \n",
       "z\n",
       "\" id=\"DejaVuSans-2212\"/>\n",
       "       <path d=\"M 19.1875 8.296875 \n",
       "L 53.609375 8.296875 \n",
       "L 53.609375 0 \n",
       "L 7.328125 0 \n",
       "L 7.328125 8.296875 \n",
       "Q 12.9375 14.109375 22.625 23.890625 \n",
       "Q 32.328125 33.6875 34.8125 36.53125 \n",
       "Q 39.546875 41.84375 41.421875 45.53125 \n",
       "Q 43.3125 49.21875 43.3125 52.78125 \n",
       "Q 43.3125 58.59375 39.234375 62.25 \n",
       "Q 35.15625 65.921875 28.609375 65.921875 \n",
       "Q 23.96875 65.921875 18.8125 64.3125 \n",
       "Q 13.671875 62.703125 7.8125 59.421875 \n",
       "L 7.8125 69.390625 \n",
       "Q 13.765625 71.78125 18.9375 73 \n",
       "Q 24.125 74.21875 28.421875 74.21875 \n",
       "Q 39.75 74.21875 46.484375 68.546875 \n",
       "Q 53.21875 62.890625 53.21875 53.421875 \n",
       "Q 53.21875 48.921875 51.53125 44.890625 \n",
       "Q 49.859375 40.875 45.40625 35.40625 \n",
       "Q 44.1875 33.984375 37.640625 27.21875 \n",
       "Q 31.109375 20.453125 19.1875 8.296875 \n",
       "z\n",
       "\" id=\"DejaVuSans-32\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(68.075845 161.198437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"127.733068\" xlink:href=\"#m9c9a8feee6\" y=\"146.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 31.78125 66.40625 \n",
       "Q 24.171875 66.40625 20.328125 58.90625 \n",
       "Q 16.5 51.421875 16.5 36.375 \n",
       "Q 16.5 21.390625 20.328125 13.890625 \n",
       "Q 24.171875 6.390625 31.78125 6.390625 \n",
       "Q 39.453125 6.390625 43.28125 13.890625 \n",
       "Q 47.125 21.390625 47.125 36.375 \n",
       "Q 47.125 51.421875 43.28125 58.90625 \n",
       "Q 39.453125 66.40625 31.78125 66.40625 \n",
       "z\n",
       "M 31.78125 74.21875 \n",
       "Q 44.046875 74.21875 50.515625 64.515625 \n",
       "Q 56.984375 54.828125 56.984375 36.375 \n",
       "Q 56.984375 17.96875 50.515625 8.265625 \n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \n",
       "Q 6.59375 17.96875 6.59375 36.375 \n",
       "Q 6.59375 54.828125 13.0625 64.515625 \n",
       "Q 19.53125 74.21875 31.78125 74.21875 \n",
       "z\n",
       "\" id=\"DejaVuSans-30\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(124.551818 161.198437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"180.019198\" xlink:href=\"#m9c9a8feee6\" y=\"146.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(176.837948 161.198437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" id=\"m2a6298d390\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942188\" xlink:href=\"#m2a6298d390\" y=\"125.743002\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- −5 -->\n",
       "      <defs>\n",
       "       <path d=\"M 10.796875 72.90625 \n",
       "L 49.515625 72.90625 \n",
       "L 49.515625 64.59375 \n",
       "L 19.828125 64.59375 \n",
       "L 19.828125 46.734375 \n",
       "Q 21.96875 47.46875 24.109375 47.828125 \n",
       "Q 26.265625 48.1875 28.421875 48.1875 \n",
       "Q 40.625 48.1875 47.75 41.5 \n",
       "Q 54.890625 34.8125 54.890625 23.390625 \n",
       "Q 54.890625 11.625 47.5625 5.09375 \n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \n",
       "Q 12.796875 0.140625 7.71875 1.703125 \n",
       "L 7.71875 11.625 \n",
       "Q 12.109375 9.234375 16.796875 8.0625 \n",
       "Q 21.484375 6.890625 26.703125 6.890625 \n",
       "Q 35.15625 6.890625 40.078125 11.328125 \n",
       "Q 45.015625 15.765625 45.015625 23.390625 \n",
       "Q 45.015625 31 40.078125 35.4375 \n",
       "Q 35.15625 39.890625 26.703125 39.890625 \n",
       "Q 22.75 39.890625 18.8125 39.015625 \n",
       "Q 14.890625 38.140625 10.796875 36.28125 \n",
       "z\n",
       "\" id=\"DejaVuSans-35\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(7.2 129.54222)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942188\" xlink:href=\"#m2a6298d390\" y=\"101.190651\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(15.579688 104.98987)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942188\" xlink:href=\"#m2a6298d390\" y=\"76.638301\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 5 -->\n",
       "      <g transform=\"translate(15.579688 80.43752)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942188\" xlink:href=\"#m2a6298d390\" y=\"52.085951\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 10 -->\n",
       "      <defs>\n",
       "       <path d=\"M 12.40625 8.296875 \n",
       "L 28.515625 8.296875 \n",
       "L 28.515625 63.921875 \n",
       "L 10.984375 60.40625 \n",
       "L 10.984375 69.390625 \n",
       "L 28.421875 72.90625 \n",
       "L 38.28125 72.90625 \n",
       "L 38.28125 8.296875 \n",
       "L 54.390625 8.296875 \n",
       "L 54.390625 0 \n",
       "L 12.40625 0 \n",
       "z\n",
       "\" id=\"DejaVuSans-31\"/>\n",
       "      </defs>\n",
       "      <g transform=\"translate(9.217188 55.88517)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"28.942188\" xlink:href=\"#m2a6298d390\" y=\"27.533601\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 15 -->\n",
       "      <g transform=\"translate(9.217188 31.33282)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 28.942188 146.6 \n",
       "L 28.942188 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 224.242188 146.6 \n",
       "L 224.242188 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 28.942188 146.6 \n",
       "L 224.242188 146.6 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 28.942188 10.7 \n",
       "L 224.242188 10.7 \n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p83a158eb04\">\n",
       "   <rect height=\"135.9\" width=\"195.3\" x=\"28.942188\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1122c6f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def use_svg_display():\n",
    "    # 用矢量图显示\n",
    "    display.set_matplotlib_formats('svg')\n",
    "\n",
    "def set_figsize(figsize=(3.5, 2.5)):\n",
    "    use_svg_display()\n",
    "    # 设置图的尺寸\n",
    "    plt.rcParams['figure.figsize'] = figsize\n",
    "\n",
    "# # 在../d2lzh_pytorch里面添加上面两个函数后就可以这样导入\n",
    "# import sys\n",
    "# sys.path.append(\"..\")\n",
    "# from d2lzh_pytorch import * \n",
    "\n",
    "set_figsize()\n",
    "plt.scatter(features[:, 1].numpy(), labels.numpy(), 1);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2.2 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def data_iter(batch_size, features, labels):\n",
    "    num_examples = len(features)\n",
    "    indices = list(range(num_examples))\n",
    "    random.shuffle(indices)  # 样本的读取顺序是随机的\n",
    "    for i in range(0, num_examples, batch_size):\n",
    "        j = torch.LongTensor(indices[i: min(i + batch_size, num_examples)]) # 最后一次可能不足一个batch\n",
    "        yield  features.index_select(0, j), labels.index_select(0, j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[-1.4239, -1.3788],\n",
      "        [ 0.0275,  1.3550],\n",
      "        [ 0.7616, -1.1384],\n",
      "        [ 0.2967, -0.1162],\n",
      "        [ 0.0822,  2.0826],\n",
      "        [-0.6343, -0.7222],\n",
      "        [ 0.4282,  0.0235],\n",
      "        [ 1.4056,  0.3506],\n",
      "        [-0.6496, -0.5202],\n",
      "        [-0.3969, -0.9951]]) \n",
      " tensor([ 6.0394, -0.3365,  9.5882,  5.1810, -2.7355,  5.3873,  4.9827,  5.7962,\n",
      "         4.6727,  6.7921])\n"
     ]
    }
   ],
   "source": [
    "batch_size = 10\n",
    "\n",
    "for X, y in data_iter(batch_size, features, labels):\n",
    "    print(X, '\\n', y)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2.3 初始化模型参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = torch.tensor(np.random.normal(0, 0.01, (num_inputs, 1)), dtype=torch.float)\n",
    "b = torch.zeros(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.], requires_grad=True)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w.requires_grad_(requires_grad=True)\n",
    "b.requires_grad_(requires_grad=True) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2.4 定义模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def linreg(X, w, b):  # 本函数已保存在d2lzh包中方便以后使用\n",
    "    return torch.mm(X, w) + b"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2.5 定义损失函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def squared_loss(y_hat, y):  # 本函数已保存在pytorch_d2lzh包中方便以后使用\n",
    "    return (y_hat - y.view(y_hat.size())) ** 2 / 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2.6 定义优化算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def sgd(params, lr, batch_size):  # 本函数已保存在d2lzh_pytorch包中方便以后使用\n",
    "    for param in params:\n",
    "        param.data -= lr * param.grad / batch_size # 注意这里更改param时用的param.data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2.7 训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 1, loss 0.028127\n",
      "epoch 2, loss 0.000095\n",
      "epoch 3, loss 0.000050\n"
     ]
    }
   ],
   "source": [
    "lr = 0.03\n",
    "num_epochs = 3\n",
    "net = linreg\n",
    "loss = squared_loss\n",
    "\n",
    "for epoch in range(num_epochs):  # 训练模型一共需要num_epochs个迭代周期\n",
    "    # 在每一个迭代周期中，会使用训练数据集中所有样本一次（假设样本数能够被批量大小整除）。X\n",
    "    # 和y分别是小批量样本的特征和标签\n",
    "    for X, y in data_iter(batch_size, features, labels):\n",
    "        l = loss(net(X, w, b), y).sum()  # l是有关小批量X和y的损失\n",
    "        l.backward()  # 小批量的损失对模型参数求梯度\n",
    "        sgd([w, b], lr, batch_size)  # 使用小批量随机梯度下降迭代模型参数\n",
    "        \n",
    "        # 不要忘了梯度清零\n",
    "        w.grad.data.zero_()\n",
    "        b.grad.data.zero_()\n",
    "    train_l = loss(net(features, w, b), labels)\n",
    "    print('epoch %d, loss %f' % (epoch + 1, train_l.mean().item()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2, -3.4] \n",
      " tensor([[ 1.9998],\n",
      "        [-3.3998]], requires_grad=True)\n",
      "4.2 \n",
      " tensor([4.2001], requires_grad=True)\n"
     ]
    }
   ],
   "source": [
    "print(true_w, '\\n', w)\n",
    "print(true_b, '\\n', b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
